Overview

Dataset Statistics

Number of Variables	18
Number of Rows	11534
Missing Cells	0
Missing Cells (%)	0.0%
Duplicate Rows	0
Duplicate Rows (%)	0.0%
Total Size in Memory	2.2 MB
Average Row Size in Memory	203.0 B
Variable Types	Categorical: 4 Numerical: 14

Dataset Insights

SHOTS_OFF_GOAL and CORNERS have similar distributions	Similar Distribution
GOAL_ATTEMPTS is skewed	Skewed
SHOTS_ON_GOAL is skewed	Skewed
SHOTS_OFF_GOAL is skewed	Skewed
BLOCKED_SHOTS is skewed	Skewed
CORNERS is skewed	Skewed
THROW_IN is skewed	Skewed
GOALKEEPER_SAVES is skewed	Skewed
FOULS is skewed	Skewed
COMPLETED_PASSES is skewed	Skewed

TACKLES is skewed	Skewed
ATTACKS is skewed	Skewed
DANGEROUS_ATTACKS is skewed	Skewed
ID has a high cardinality: 11534 distinct values	High Cardinality
ID has constant length 10	Constant Length
OFFSIDES has constant length 1	Constant Length
YELLOW_CARDS has constant length 1	Constant Length
RED_CARDS has constant length 1	Constant Length
ID has all distinct values	Unique
SHOTS_ON_GOAL has 2186 (18.95%) zeros	Zeros

SHOTS_OFF_GOAL has 1626 (14.1%) zeros	Zeros
BLOCKED_SHOTS has 4869 (42.21%) zeros	Zeros
FREE_KICKS has 1075 (9.32%) zeros	Zeros
CORNERS has 1892 (16.4%) zeros	Zeros
THROW_IN has 8646 (74.96%) zeros	Zeros
GOALKEEPER_SAVES has 2936 (25.46%) zeros	Zeros
COMPLETED_PASSES has 6338 (54.95%) zeros	Zeros
TACKLES has 5604 (48.59%) zeros	Zeros
ATTACKS has 4375 (37.93%) zeros	Zeros
DANGEROUS_ATTACKS has 4372 (37.91%) zeros	Zeros

Variables

ID

categorical

Approximate Distinct Count	11534
Approximate Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory Size	844.8 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	10
Standard Deviation	0
Median	10
Minimum	10
Maximum	10

Sample

1st row	I7XF6FSRA1
2nd row	KGJs2ZzqA1
3rd row	6XHk0D5eA1
4th row	KIrtyAcHA1
5th row	EFETfITFA1

Letter

Count	88544
Lowercase Letter	38858
Space Separator	0
Uppercase Letter	49686
Dash Punctuation	0
Decimal Number	26796

ID contains many words: 11534 words

ID has words of constant length

BALL_POSSESSION

numerical

Approximate Distinct Count	71
Approximate Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	48.6173
Minimum	13
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negatives	0
Negatives (%)	0.0%

BALL_POSSESSION is skewed right (γ1 = 0.0641)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	13
5-th Percentile	30
Q1	40
Median	48
Q3	57
95-th Percentile	68
Maximum	98
Range	85
IQR	17

Descriptive Statistics

Mean	48.6173
Standard Deviation	11.6495
Variance	135.7117
Sum	560752
Skewness	0.06411
Kurtosis	-0.3678
Coefficient of Variation	0.2396

BALL_POSSESSION has 6 outliers

GOAL_ATTEMPTS

numerical

Approximate Distinct Count	19
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.994
Minimum	0
Maximum	18
Zeros	212
Zeros (%)	1.8%
Negatives	0
Negatives (%)	0.0%

GOAL_ATTEMPTS is skewed right (γ1 = 0.6886)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	1
Q1	3
Median	5
Q3	7
95-th Percentile	10
Maximum	18
Range	18
IQR	4

Descriptive Statistics

Mean	4.994
Standard Deviation	2.7183
Variance	7.3893
Sum	57601
Skewness	0.6886
Kurtosis	0.5485
Coefficient of Variation	0.5443

GOAL_ATTEMPTS is not normally distributed (p-value 1.0868185556352567e-07)

GOAL_ATTEMPTS has 58 outliers

SHOTS_ON_GOAL

numerical

Approximate Distinct Count	12
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.814
Minimum	0
Maximum	11
Zeros	2186
Zeros (%)	18.9%
Negatives	0
Negatives (%)	0.0%

SHOTS_ON_GOAL is skewed right (γ1 = 1.0276)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	11
Range	11
IQR	2

Descriptive Statistics

Mean	1.814
Standard Deviation	1.4843
Variance	2.2033
Sum	20923
Skewness	1.0276
Kurtosis	1.5485
Coefficient of Variation	0.8183

SHOTS_ON_GOAL is not normally distributed (p-value 2.0514716919647613e-13)

SHOTS_ON_GOAL has 85 outliers

SHOTS_OFF_GOAL

numerical

Approximate Distinct Count	13
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.1018
Minimum	0
Maximum	12
Zeros	1626
Zeros (%)	14.1%
Negatives	0
Negatives (%)	0.0%

SHOTS_OFF_GOAL is skewed right (γ1 = 0.9492)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	12
Range	12
IQR	2

Descriptive Statistics

Mean	2.1018
Standard Deviation	1.5726
Variance	2.4729
Sum	24242
Skewness	0.9492
Kurtosis	1.4199
Coefficient of Variation	0.7482

SHOTS_OFF_GOAL is not normally distributed (p-value 7.765736148419652e-13)

SHOTS_OFF_GOAL has 142 outliers

BLOCKED_SHOTS

numerical

Approximate Distinct Count	11
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.0781
Minimum	0
Maximum	10
Zeros	4869
Zeros (%)	42.2%
Negatives	0
Negatives (%)	0.0%

BLOCKED_SHOTS is skewed right (γ1 = 1.3717)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	1
Q3	2
95-th Percentile	3
Maximum	10
Range	10
IQR	2

Descriptive Statistics

Mean	1.0781
Standard Deviation	1.2421
Variance	1.5428
Sum	12435
Skewness	1.3717
Kurtosis	2.399
Coefficient of Variation	1.1521

BLOCKED_SHOTS is not normally distributed (p-value 1.883925930446204e-17)

BLOCKED_SHOTS has 57 outliers

FREE_KICKS

numerical

Approximate Distinct Count	23
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	6.3662
Minimum	0
Maximum	22
Zeros	1075
Zeros (%)	9.3%
Negatives	0
Negatives (%)	0.0%

FREE_KICKS is skewed left (γ1 = -0.0217)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	4
Median	6
Q3	9
95-th Percentile	12
Maximum	22
Range	22
IQR	5

Descriptive Statistics

Mean	6.3662
Standard Deviation	3.3514
Variance	11.232
Sum	73428
Skewness	-0.02175
Kurtosis	-0.02315
Coefficient of Variation	0.5264

FREE_KICKS is not normally distributed (p-value 8.61924241552268e-06)

FREE_KICKS has 21 outliers

CORNERS

numerical

Approximate Distinct Count	12
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.1015
Minimum	0
Maximum	11
Zeros	1892
Zeros (%)	16.4%
Negatives	0
Negatives (%)	0.0%

CORNERS is skewed right (γ1 = 0.917)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	1
Median	2
Q3	3
95-th Percentile	5
Maximum	11
Range	11
IQR	2

Descriptive Statistics

Mean	2.1015
Standard Deviation	1.6552
Variance	2.7398
Sum	24239
Skewness	0.917
Kurtosis	0.9692
Coefficient of Variation	0.7876

CORNERS is not normally distributed (p-value 3.5917426154591325e-12)

CORNERS has 174 outliers

OFFSIDES

categorical

Approximate Distinct Count	9
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	2
2nd row	1
3rd row	4
4th row	1
5th row	3

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

OFFSIDES has words of constant length

THROW_IN

numerical

Approximate Distinct Count	27
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	2.7304
Minimum	0
Maximum	28
Zeros	8646
Zeros (%)	75.0%
Negatives	0
Negatives (%)	0.0%

THROW_IN is skewed right (γ1 = 1.6644)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	2
95-th Percentile	14
Maximum	28
Range	28
IQR	2

Descriptive Statistics

Mean	2.7304
Standard Deviation	5.1143
Variance	26.1564
Sum	31492
Skewness	1.6644
Kurtosis	1.5531
Coefficient of Variation	1.8731

THROW_IN is not normally distributed (p-value 5.906638749088533e-25)

THROW_IN has 2693 outliers

GOALKEEPER_SAVES

numerical

Approximate Distinct Count	11
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	1.5238
Minimum	0
Maximum	10
Zeros	2936
Zeros (%)	25.5%
Negatives	0
Negatives (%)	0.0%

GOALKEEPER_SAVES is skewed right (γ1 = 1.0957)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	1
Q3	2
95-th Percentile	4
Maximum	10
Range	10
IQR	2

Descriptive Statistics

Mean	1.5238
Standard Deviation	1.3728
Variance	1.8846
Sum	17575
Skewness	1.0957
Kurtosis	1.574
Coefficient of Variation	0.9009

GOALKEEPER_SAVES is not normally distributed (p-value 4.6002452292797564e-14)

GOALKEEPER_SAVES has 152 outliers

FOULS

numerical

Approximate Distinct Count	18
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	6.2094
Minimum	0
Maximum	17
Zeros	38
Zeros (%)	0.3%
Negatives	0
Negatives (%)	0.0%

FOULS is skewed right (γ1 = 0.3937)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	2
Q1	4
Median	6
Q3	8
95-th Percentile	11
Maximum	17
Range	17
IQR	4

Descriptive Statistics

Mean	6.2094
Standard Deviation	2.5952
Variance	6.7352
Sum	71619
Skewness	0.3937
Kurtosis	0.1031
Coefficient of Variation	0.418

FOULS is not normally distributed (p-value 1.0849568669430668e-07)

FOULS has 33 outliers

YELLOW_CARDS

categorical

Approximate Distinct Count	7
Approximate Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	1
2nd row	2
3rd row	2
4th row	0
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

YELLOW_CARDS has words of constant length

RED_CARDS

categorical

Approximate Distinct Count	3
Approximate Unique (%)	0.0%
Missing	0
Missing (%)	0.0%
Memory Size	743.4 KB

The largest value (0) is over 40.04 times larger than the second largest value (1)

Stats Pie Chart Word Cloud Word Frequency Word Length

Length

Mean	1
Standard Deviation	0
Median	1
Minimum	1
Maximum	1

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Letter

Count	0
Lowercase Letter	0
Space Separator	0
Uppercase Letter	0
Dash Punctuation	0
Decimal Number	11534

The top 2 categories (0, 1) take over 50.0%

The largest value (0) is over 40.04 times larger than the second largest value (1)
RED_CARDS has words of constant length

COMPLETED_PASSES

numerical

Approximate Distinct Count	370
Approximate Unique (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	100.0656
Minimum	0
Maximum	530
Zeros	6338
Zeros (%)	54.9%
Negatives	0
Negatives (%)	0.0%

COMPLETED_PASSES is skewed right (γ1 = 0.6678)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	0
Q3	204
95-th Percentile	313
Maximum	530
Range	530
IQR	204

Descriptive Statistics

Mean	100.0656
Standard Deviation	119.8939
Variance	14374.5521
Sum	1.1542e+06
Skewness	0.6678
Kurtosis	-0.9391
Coefficient of Variation	1.1982

COMPLETED_PASSES is not normally distributed (p-value 1.0883231442550418e-24)

COMPLETED_PASSES has 1 outliers

TACKLES

numerical

Approximate Distinct Count	25
Approximate Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	4.046
Minimum	0
Maximum	27
Zeros	5604
Zeros (%)	48.6%
Negatives	0
Negatives (%)	0.0%

TACKLES is skewed right (γ1 = 0.7301)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	2.5
Q3	8
95-th Percentile	12
Maximum	27
Range	27
IQR	8

Descriptive Statistics

Mean	4.046
Standard Deviation	4.583
Variance	21.004
Sum	46666
Skewness	0.7301
Kurtosis	-0.5331
Coefficient of Variation	1.1327

TACKLES is not normally distributed (p-value 2.5219647433475758e-23)

TACKLES has 7 outliers

ATTACKS

numerical

Approximate Distinct Count	108
Approximate Unique (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	31.666
Minimum	0
Maximum	138
Zeros	4375
Zeros (%)	37.9%
Negatives	0
Negatives (%)	0.0%

ATTACKS is skewed right (γ1 = 0.0378)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	39
Q3	54
95-th Percentile	72
Maximum	138
Range	138
IQR	54

Descriptive Statistics

Mean	31.666
Standard Deviation	27.2511
Variance	742.6244
Sum	365236
Skewness	0.03776
Kurtosis	-1.3374
Coefficient of Variation	0.8606

ATTACKS is not normally distributed (p-value 8.549716220369686e-23)

ATTACKS has 1 outliers

DANGEROUS_ATTACKS

numerical

Approximate Distinct Count	66
Approximate Unique (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Memory Size	180.2 KB
Mean	13.3791
Minimum	0
Maximum	67
Zeros	4372
Zeros (%)	37.9%
Negatives	0
Negatives (%)	0.0%

DANGEROUS_ATTACKS is skewed right (γ1 = 0.6184)

Stats KDE Plot Normal Q-Q Plot Box Plot

Quantile Statistics

Minimum	0
5-th Percentile	0
Q1	0
Median	13
Q3	22
95-th Percentile	36
Maximum	67
Range	67
IQR	22

Descriptive Statistics

Mean	13.3791
Standard Deviation	12.9714
Variance	168.2564
Sum	154315
Skewness	0.6184
Kurtosis	-0.3099
Coefficient of Variation	0.9695

DANGEROUS_ATTACKS is not normally distributed (p-value 2.058095771689301e-23)

DANGEROUS_ATTACKS has 38 outliers

Interactions

Correlations

Pearson Spearman KendallTau

Missing Values

Bar Chart Spectrum Heat Map Dendrogram